一般复杂系统矩阵在实矩阵扰动下的秩鲁棒性测量

M. Wicks, R. Decarlo
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引用次数: 1

摘要

研究了引起一般复(系统)矩阵降秩的最小范数实矩阵摄动的计算问题。给定描述线性时不变系统的状态模型,该矩阵摄动的范数有助于确定几个系统特性相对于实参数变化的鲁棒性。这种扰动的范数,或者说复矩阵的实限制奇异值,是已知的复矩阵的不连续函数。本文给出了表征这种不连续性质的一些理论结果,并给出了一个可用于计算最小实降秩矩阵摄动及其范数的实验算法。文中给出了一些数值算例。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Measuring Rank Robustness of General Complex System Matrices with Respect to Real Matrix Perturbations
This paper examines the problem of computing the real matrix perturbation having smallest norm which causes a general complex (system) matrix to drop rank. Given the state model describing a linear time-invariant system, the norm of this matrix perturbation helps to determine the robustness of several system properties with respect to real parameter variations. The norm of this perturbation, or the real-restricted singular value of the complex matrix, is known to be a discontinuous function of the complex matrix. This paper presents some theoretical results characterizing the nature of this discontinuity and presents an experimental algorithm which may be used to compute the smallest real rank-reducing matrix perturbation and its norm. Some numerical examples are included.
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